Acquisition of 2D shape models from scenes with overlapping objects using string matching

被引:3
作者
Bunke, H
Zumbühl, M
机构
[1] Univ Bern, Inst Informat & Math, CH-3012 Bern, Switzerland
[2] Univ Bern, Inst Informat & Angew Math, CH-3012 Bern, Switzerland
关键词
2D shape recognition; model acquisition; machine learning; object recognition; segmentation graph; string matching;
D O I
10.1007/s100440050009
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we describe a system that is able to acquire models of 2D shapes from cluttered scenes. The input of the system is a sequence of images, each of which shows an unknown number of overlapping unknown 2D objects. The system identifies matching partial shapes across different images and combines them into complete 2D shape models, thus giving a complete interpretation of the input scenes. The identification of partial shapes is based on string matching, whereas a graph search procedure is used for shape model generation. The system has been fully implemented and tested on images containing parts of a jigsaw puzzle.
引用
收藏
页码:2 / 9
页数:8
相关论文
共 24 条
[1]  
[Anonymous], [No title captured]
[2]   HYPER - A NEW APPROACH FOR THE RECOGNITION AND POSITIONING OF TWO-DIMENSIONAL OBJECTS [J].
AYACHE, N ;
FAUGERAS, OD .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1986, 8 (01) :44-54
[3]   GENERALIZING THE HOUGH TRANSFORM TO DETECT ARBITRARY SHAPES [J].
BALLARD, DH .
PATTERN RECOGNITION, 1981, 13 (02) :111-122
[4]  
BHANU B, 1994, IEEE T PATTERN ANAL, V16, P865
[5]   VIEWPOINT INDEPENDENT REPRESENTATION AND RECOGNITION OF POLYGONAL FACES IN 3-D [J].
BUNKE, H ;
GLAUSER, T .
IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1993, 9 (04) :457-463
[6]   APPLICATIONS OF APPROXIMATE STRING-MATCHING TO 2D SHAPE-RECOGNITION [J].
BUNKE, H ;
BUHLER, U .
PATTERN RECOGNITION, 1993, 26 (12) :1797-1812
[7]  
BUNKE H, 1993, LECT NOTES COMPUTER, P295
[8]   GENERATING AND GENERALIZING MODELS OF VISUAL OBJECTS [J].
CONNELL, JH ;
BRADY, M .
ARTIFICIAL INTELLIGENCE, 1987, 31 (02) :159-183
[9]   LOCALIZING OVERLAPPING PARTS BY SEARCHING THE INTERPRETATION TREE [J].
GRIMSON, WEL ;
LOZANOPEREZ, T .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1987, 9 (04) :469-482
[10]  
HELD A, 1995, THESIS SHIZUOKA U